{"id":"https://openalex.org/W2088509436","doi":"https://doi.org/10.1177/1473871612460526","title":"Quality-based guidance for exploratory dimensionality reduction","display_name":"Quality-based guidance for exploratory dimensionality reduction","publication_year":2012,"publication_date":"2012-10-08","ids":{"openalex":"https://openalex.org/W2088509436","doi":"https://doi.org/10.1177/1473871612460526","mag":"2088509436"},"language":"en","primary_location":{"id":"doi:10.1177/1473871612460526","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1473871612460526","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005188502","display_name":"Sara Johansson Fernstad","orcid":"https://orcid.org/0000-0003-4518-5144"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]},{"id":"https://openalex.org/I1342131907","display_name":"Unilever (United Kingdom)","ror":"https://ror.org/05n8ah907","country_code":"GB","type":"company","lineage":["https://openalex.org/I1342131907"]}],"countries":["GB","SE"],"is_corresponding":true,"raw_author_name":"Sara Johansson Fernstad","raw_affiliation_strings":["C-Research, Link\u00f6ping University, Link\u00f6ping, Sweden","Unilever Discover Port Sunlight, Bebington, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"C-Research, Link\u00f6ping University, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]},{"raw_affiliation_string":"Unilever Discover Port Sunlight, Bebington, UK","institution_ids":["https://openalex.org/I1342131907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002802320","display_name":"Jane Shaw","orcid":"https://orcid.org/0000-0002-9893-3073"},"institutions":[{"id":"https://openalex.org/I1342131907","display_name":"Unilever (United Kingdom)","ror":"https://ror.org/05n8ah907","country_code":"GB","type":"company","lineage":["https://openalex.org/I1342131907"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jane Shaw","raw_affiliation_strings":["Unilever Discover Port Sunlight, Bebington, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unilever Discover Port Sunlight, Bebington, UK","institution_ids":["https://openalex.org/I1342131907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021363996","display_name":"Jimmy Johansson","orcid":"https://orcid.org/0000-0003-0130-3356"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jimmy Johansson","raw_affiliation_strings":["C-Research, Link\u00f6ping University, Link\u00f6ping, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"C-Research, Link\u00f6ping University, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005188502"],"corresponding_institution_ids":["https://openalex.org/I102134673","https://openalex.org/I1342131907"],"apc_list":null,"apc_paid":null,"fwci":1.9419,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.88059553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":"1","first_page":"44","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9611999988555908,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9596999883651733,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8562072515487671},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.8312191963195801},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6885277032852173},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6569613814353943},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5938167572021484},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5660876035690308},{"id":"https://openalex.org/keywords/exploratory-data-analysis","display_name":"Exploratory data analysis","score":0.5621870756149292},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.5598212480545044},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.45841121673583984},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.45326870679855347},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.42686212062835693},{"id":"https://openalex.org/keywords/clustering-high-dimensional-data","display_name":"Clustering high-dimensional data","score":0.4263764023780823},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.42462170124053955},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.42190465331077576},{"id":"https://openalex.org/keywords/data-reduction","display_name":"Data reduction","score":0.41995853185653687},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39932912588119507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33616867661476135},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07145008444786072}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8562072515487671},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.8312191963195801},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6885277032852173},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6569613814353943},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5938167572021484},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5660876035690308},{"id":"https://openalex.org/C120894424","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory data analysis","level":2,"score":0.5621870756149292},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.5598212480545044},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.45841121673583984},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45326870679855347},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.42686212062835693},{"id":"https://openalex.org/C184509293","wikidata":"https://www.wikidata.org/wiki/Q5136711","display_name":"Clustering high-dimensional data","level":3,"score":0.4263764023780823},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.42462170124053955},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.42190465331077576},{"id":"https://openalex.org/C153914771","wikidata":"https://www.wikidata.org/wiki/Q5227343","display_name":"Data reduction","level":2,"score":0.41995853185653687},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39932912588119507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33616867661476135},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07145008444786072},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1177/1473871612460526","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1473871612460526","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"},{"id":"pmh:oai:nrl.northumbria.ac.uk:21649","is_oa":false,"landing_page_url":"http://nrl.northumbria.ac.uk/id/eprint/21649/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401884","display_name":"Northumbria Research Link (Northumbria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32394136","host_organization_name":"Northumbria University","host_organization_lineage":["https://openalex.org/I32394136"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W191006456","https://openalex.org/W567881581","https://openalex.org/W1484413656","https://openalex.org/W1491317234","https://openalex.org/W1506285740","https://openalex.org/W1612556207","https://openalex.org/W1975449922","https://openalex.org/W1976160686","https://openalex.org/W1977050089","https://openalex.org/W1977496278","https://openalex.org/W1978841917","https://openalex.org/W1981325128","https://openalex.org/W1994754807","https://openalex.org/W2022261649","https://openalex.org/W2022480405","https://openalex.org/W2025394193","https://openalex.org/W2034562813","https://openalex.org/W2044873506","https://openalex.org/W2046079134","https://openalex.org/W2047046780","https://openalex.org/W2050427657","https://openalex.org/W2060669545","https://openalex.org/W2072970694","https://openalex.org/W2082612735","https://openalex.org/W2085466647","https://openalex.org/W2093219811","https://openalex.org/W2098072631","https://openalex.org/W2098996270","https://openalex.org/W2103994377","https://openalex.org/W2113637789","https://openalex.org/W2113952909","https://openalex.org/W2114005694","https://openalex.org/W2115681694","https://openalex.org/W2116661285","https://openalex.org/W2118150522","https://openalex.org/W2119452648","https://openalex.org/W2125775272","https://openalex.org/W2126415191","https://openalex.org/W2145265950","https://openalex.org/W2148252288","https://openalex.org/W2153312812","https://openalex.org/W2155199877","https://openalex.org/W2159675211","https://openalex.org/W2162147429","https://openalex.org/W2164223342","https://openalex.org/W2165695298","https://openalex.org/W2166775858","https://openalex.org/W2261054240","https://openalex.org/W2797961249","https://openalex.org/W2891197287","https://openalex.org/W2913205451","https://openalex.org/W2914761779","https://openalex.org/W2914973542","https://openalex.org/W2915063781","https://openalex.org/W3023540311","https://openalex.org/W3112870187","https://openalex.org/W3120740533","https://openalex.org/W4236706032","https://openalex.org/W4238643044","https://openalex.org/W4242628327","https://openalex.org/W4244857585","https://openalex.org/W4255775921","https://openalex.org/W4300945981","https://openalex.org/W4302047290"],"related_works":["https://openalex.org/W3162910294","https://openalex.org/W2962948986","https://openalex.org/W2170142494","https://openalex.org/W2196560602","https://openalex.org/W1974303229","https://openalex.org/W2962997812","https://openalex.org/W783379390","https://openalex.org/W1692134900","https://openalex.org/W2126442420","https://openalex.org/W3196630240"],"abstract_inverted_index":{"High-dimensional":[0],"data":[1,21,64,87,178,189,216],"sets":[2],"containing":[3],"hundreds":[4],"of":[5,47,57,80,83,118,126,136,175,196,222],"variables":[6],"are":[7,16,38,109],"difficult":[8],"to":[9,18,32,111,170],"explore,":[10],"as":[11,69,71,148],"traditional":[12],"visualization":[13],"methods":[14,37,99,108,204],"often":[15],"unable":[17],"represent":[19],"such":[20],"effectively.":[22],"This":[23,95],"is":[24,138,146,159,165,210],"commonly":[25],"addressed":[26],"by":[27,181],"employing":[28,202],"dimensionality":[29,35,105,206],"reduction":[30,36,42,90],"prior":[31],"visualization.":[33],"Numerous":[34],"available.":[39],"However,":[40],"few":[41,53],"approaches":[43],"take":[44],"the":[45,61,84,113,152,163,176,183,187,197],"importance":[46],"several":[48,76,142],"structures":[49,58,77],"into":[50],"account":[51],"and":[52,103,172,191],"provide":[54],"an":[55],"overview":[56],"existing":[59],"in":[60,161],"full":[62,85],"high-dimensional":[63,86,177,188],"set.":[65,179],"For":[66],"exploratory":[67,101],"analysis,":[68],"well":[70],"for":[72,100,128,151,205],"many":[73,168],"other":[74],"tasks,":[75],"may":[78,91],"be":[79,93],"interest.":[81],"Exploration":[82],"set":[88,190],"without":[89],"also":[92],"desirable.":[94],"paper":[96],"presents":[97],"flexible":[98],"analysis":[102],"interactive":[104,157],"reduction.":[106,207],"Automated":[107],"employed":[110],"analyse":[112],"variables,":[114,201],"using":[115],"a":[116,133,149,194,213,218],"range":[117],"quality":[119,143],"metrics,":[120,144],"providing":[121],"one":[122],"or":[123],"more":[124],"measures":[125],"\u2018interestingness\u2019":[127],"individual":[129],"variables.":[130,155],"Through":[131],"ranking,":[132],"single":[134],"value":[135],"interestingness":[137],"obtained,":[139],"based":[140],"on":[141],"that":[145],"usable":[147],"threshold":[150],"most":[153,199],"interesting":[154,200],"An":[156],"environment":[158],"presented":[160],"which":[162],"user":[164],"provided":[166],"with":[167],"possibilities":[169],"explore":[171,186],"gain":[173],"understanding":[174],"Guided":[180],"this,":[182],"analyst":[184],"can":[185],"interactively":[192],"select":[193],"subset":[195],"potentially":[198],"various":[203],"The":[208],"system":[209],"demonstrated":[211],"through":[212],"use-case":[214],"analysing":[215],"from":[217],"DNA":[219],"sequence-based":[220],"study":[221],"bacterial":[223],"populations.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-05-04T06:00:05.808912","created_date":"2025-10-10T00:00:00"}
